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Outlier Detection and Treatment: When to Keep and When to Remove Data Points

Outlier Detection and Treatment: When to Keep and When to Remove Data Points

by Lean 6 Sigma Hub | Nov 19, 2025 | DMAIC - Analyze Phase

In the world of data analysis and quality improvement, few topics generate as much debate as the treatment of outliers. These unusual data points can either represent critical insights or problematic errors that skew your analysis. Understanding when to keep and when...
Normality Testing: Why It Matters and How to Check Your Data for Better Decision Making

Normality Testing: Why It Matters and How to Check Your Data for Better Decision Making

by Lean 6 Sigma Hub | Nov 18, 2025 | DMAIC - Analyze Phase

In the world of data analysis and quality improvement, understanding the distribution of your data is not just a statistical nicety; it is a fundamental requirement for making sound decisions. Normality testing, the process of determining whether your data follows a...
Histogram Interpretation: Reading Data Distribution Patterns Correctly for Better Business Decisions

Histogram Interpretation: Reading Data Distribution Patterns Correctly for Better Business Decisions

by Lean 6 Sigma Hub | Nov 17, 2025 | DMAIC - Analyze Phase

In today’s data-driven business environment, the ability to interpret visual data representations accurately has become an essential skill for professionals across all industries. Among the various tools available for data analysis, histograms stand out as one...
Box Plot Analysis: Understanding Data Distribution and Outliers for Better Decision Making

Box Plot Analysis: Understanding Data Distribution and Outliers for Better Decision Making

by Lean 6 Sigma Hub | Nov 16, 2025 | DMAIC - Analyze Phase

In the world of data analysis and statistical quality control, few visualization tools are as powerful and informative as the box plot. This elegant graphical representation provides a comprehensive snapshot of data distribution, revealing patterns, trends, and...
Data Stratification Analysis: Breaking Down Data to Reveal Hidden Patterns for Better Decision Making

Data Stratification Analysis: Breaking Down Data to Reveal Hidden Patterns for Better Decision Making

by Lean 6 Sigma Hub | Nov 15, 2025 | DMAIC - Analyze Phase

In today’s data-driven world, organizations collect vast amounts of information daily. However, raw data alone rarely tells the complete story. The key to unlocking actionable insights lies in how we analyze and interpret this information. Data stratification...
Benchmarking in Analyze Phase: How Your Process Compares to Best Practices

Benchmarking in Analyze Phase: How Your Process Compares to Best Practices

by Lean 6 Sigma Hub | Nov 14, 2025 | DMAIC - Analyze Phase

In the realm of process improvement, understanding where your organization stands relative to industry leaders is crucial for driving meaningful change. Benchmarking during the Analyze phase serves as a powerful diagnostic tool that reveals performance gaps and...
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